{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p align=\"center\">\n",
    "    <img src=\"https://github.com/GeostatsGuy/GeostatsPy/blob/master/TCG_color_logo.png?raw=true\" width=\"220\" height=\"240\" />\n",
    "\n",
    "</p>\n",
    "\n",
    "## Generative Adversarial Network (GAN) Tutorial\n",
    "\n",
    "#### Honggeun Jo, PhD Candidate, \n",
    "Cockrell School of Engineering, The University of Texas at Austin\n",
    "\n",
    "##### [LinkedIn](https://www.linkedin.com/in/honggeun-jo/?originalSubdomain=kr) | [GitHub](https://github.com/whghdrms) | [Twitter](https://twitter.com/HonggeunJ)\n",
    "\n",
    "#### Michael Pyrcz, Associate Professor, University of Texas at Austin \n",
    "Cockrell School of Engineering, Jackson School of Geosciences, The University of Texas at Austin\n",
    "\n",
    "##### [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1) | [GeostatsPy](https://github.com/GeostatsGuy/GeostatsPy)\n",
    "\n",
    "\n",
    "#### Workflow for Training GAN to Extract Major Patterns in 2D Subsurface Model \n",
    "\n",
    "This tutorial demonstrate contruction and training of a GAN [(Goodfellow et al., 2014)](https://papers.nips.cc/paper/5423-generative-adversarial-nets.pdf) for 2D channel reservoir. \n",
    "\n",
    "* **training images**: the 2D binary, channel / overbank models are calculated with multipoint statistics (MPS) (Strebelle, 2001), a geostatistical method which is wildly used for nonlinear, complicated, categorical, conditional, stochastic, spatial model realizations to characterize uncertainty through an esnemble of realizations. \n",
    "\n",
    "* **MPS Method** uses a training image and mimics the main patterns in the training image to generates realizations through search tree algorithm. Details are [here](https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1002/2017WR021078).\n",
    "\n",
    "* **trained GAN** will use the MPS realizations as training and then efficently calculate new, 'fake' realizations that we can use for spatial uncertainty modeling\n",
    "\n",
    "We made this tutorial to help you try our deep learning for image calculation.\n",
    "\n",
    "#### Import Packages \n",
    "\n",
    "Fist of all, we need to load the required libraries, such as \n",
    "\n",
    "* [numpy](https://numpy.org/): To generate arrays <br>\n",
    "* [matplotlib](https://matplotlib.org/): Vilsualization purpose <br>\n",
    "* [tensorflow and Keras](https://www.tensorflow.org/learn): Design, compile and train neural network models\n",
    "* os: to update working directory \n",
    "* time: to measure compute time "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load library:\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import time\n",
    "\n",
    "# Change working directory, if needed:\n",
    "# os.chdir(' ')\n",
    "\n",
    "# This is for making directories where to save trained model and snapshots:\n",
    "if os.path.isdir('Trained Models') == False:\n",
    "    os.mkdir('Trained Models')\n",
    "if os.path.isdir('Snapshots') == False:\n",
    "    os.mkdir('Snapshots')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load the Training Models\n",
    "\n",
    "This includes the orginal training images and 500 MPS realization.\n",
    "\n",
    "The file: [MPS_Training_image_and_Realizations_500.npz](https://github.com/GeostatsGuy/GeoDataSets/blob/master/MPS_Training_image_and_Realizations_500.npz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Y axis, 100 ft')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load both training image and MPS 500 MPS realizations \n",
    "Loaded_data = np.load('MPS_Training_image_and_Realizations_500.npz')\n",
    "TI = Loaded_data['array1']\n",
    "MPS_real = Loaded_data['array2']\n",
    "\n",
    "# Visualizae Training image for 2D channel subsurface model:\n",
    "plt.figure(figsize = (7,7))\n",
    "plt.imshow(TI, cmap='binary')\n",
    "plt.title('Training Image')\n",
    "plt.xlabel('X axis, 100 ft')\n",
    "plt.ylabel('Y axis, 100 ft')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualize Multiple Realizations from MPS\n",
    "\n",
    "Let's look at 9 realizations from the MPS simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Number of realizations: 500 \n",
      "The dimension of each reservoir model: 128 x 128 in X and Y\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizae MPS realizations from the above training image:\n",
    "print('Total Number of realizations: %d \\nThe dimension of each reservoir model: %d x %d in X and Y' %(MPS_real.shape[2],MPS_real.shape[0], MPS_real.shape[1]))\n",
    "\n",
    "plt.figure(figsize = (10,10))\n",
    "for i in range(9):\n",
    "    plt.subplot(3,3,i+1)\n",
    "    plt.imshow(MPS_real[:,:,i], cmap='binary')\n",
    "    plt.title('Realization # %d' %(i))\n",
    "    plt.xlabel('X axis, 100 ft')\n",
    "    plt.ylabel('Y axis, 100 ft')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Step 1. Define convolutional neural networks for GAN (i.e., Generator and Discriminator)\n",
    "First we need to define the structure of Generative adversarial network (GAN) to learn the main pattern from the above realizations. Following figure shows the schematic diagram of GAN. \n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "Here, both **Generator** and **Discriminator** are convolutional neural networks. \n",
    "\n",
    "* **Generator** maps a latent random vector (consists of 100 random variables that follow Gaussian, N(0,1)) to rule-based model whose dimension is 128 x 128 grid cells in x- and y- direction. \n",
    "\n",
    "* **Discriminator** takes a subsurface model (from either dataset or generator) and compute the probability the input model to be realistic (i.e., having major patterns within training dataset.) \n",
    "\n",
    "The following includes functions:\n",
    "\n",
    "* **generator** - the convolutional neural network that makes new images\n",
    "\n",
    "* **discriminator** - the convolutional neural network that takes images and accesses their probability that they came from the training image set\n",
    "\n",
    "* **GAN** - the coupled generator and discriminator\n",
    "\n",
    "* **train** - the procedure for training the GAN storing results\n",
    "\n",
    "#### Import the Tensorflow Packages Modules\n",
    "\n",
    "We need additional package / modules for building the GAN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.2.0\n"
     ]
    }
   ],
   "source": [
    "## Import the required packages for GAN\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers\n",
    "\n",
    "# Be sure that you have tensorflow > 2.0 version\n",
    "print(tf.__version__) \n",
    "assert tf.__version__.startswith('2.') # This will give you error if tensorflow < 2.0\n",
    "\n",
    "# Default float to be 'float32' (So far, Tensorflow only works with float8, 16, 32)\n",
    "tf.keras.backend.set_floatx('float32')\n",
    "\n",
    "# Fix random seed for tensorflow / numpy \n",
    "tf.random.set_seed(77777)\n",
    "np.random.seed(77777)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load the Training Data\n",
    "\n",
    "Load the training data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load training data\n",
    "X_train = MPS_real.reshape(128,128,1,500).astype(\"float32\")\n",
    "X_train = np.moveaxis(X_train,-1,0)\n",
    "# Batch and shuffle the data\n",
    "BUFFER_SIZE = 60000\n",
    "BATCH_SIZE = 16\n",
    "train_dataset = tf.data.Dataset.from_tensor_slices(X_train).shuffle(BUFFER_SIZE).batch(BATCH_SIZE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### **Design Generator** Function\n",
    "\n",
    "Design CNN to map a random latent vector (dimension of 100) to a image "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_generator_model():\n",
    "    model = tf.keras.Sequential()\n",
    "    # Feature map 1: 100 --> (8x8x64), where (width x height x # of channel)\n",
    "    model.add(layers.Dense(8*8*64, input_shape=(100,)))  # This input dimension can be adjusted depends of the complexity\n",
    "    model.add(layers.Reshape((8, 8, 64)))\n",
    "    # Feature map 2: (8x8x64) --> (16x16x32)\n",
    "    model.add(layers.Conv2DTranspose(32, kernel_size=(4, 4), strides=(2,2), padding = \"same\"))\n",
    "    model.add(layers.BatchNormalization(momentum=0.8))\n",
    "    model.add(layers.ReLU())\n",
    "    # Feature map 3: (16x16x32) --> (32x32x16)\n",
    "    model.add(layers.Conv2DTranspose(16, kernel_size=(4, 4), strides=(2,2), padding = \"same\"))\n",
    "    model.add(layers.BatchNormalization(momentum=0.8))\n",
    "    model.add(layers.ReLU())\n",
    "    # Feature map 4: (32x32x16) --> (64x64x8)\n",
    "    model.add(layers.Conv2DTranspose(8, kernel_size=(4, 4), strides=(2,2), padding = \"same\"))\n",
    "    model.add(layers.BatchNormalization(momentum=0.8))\n",
    "    model.add(layers.ReLU())\n",
    "    # Feature map 5: (64x64x8) --> (128x128x4)\n",
    "    model.add(layers.Conv2DTranspose(4, kernel_size=(4, 4), strides=(2,2), padding = \"same\"))\n",
    "    model.add(layers.BatchNormalization(momentum=0.8))\n",
    "    model.add(layers.ReLU())\n",
    "    # Feature map 6: (128x128x4) --> (128x128x1)\n",
    "    model.add(layers.Conv2D(1, kernel_size=(3,3), padding=\"same\", activation = 'sigmoid'))\n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### **Design Discriminator** Function\n",
    "\n",
    "Design CNN to map a image to the likelihood to be true. (output = 1 if real, 0 otherwise) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_discriminator_model():\n",
    "    # define neural network model sequentially\n",
    "    model = tf.keras.Sequential()\n",
    "    # Feature map 1: (128x128x1) --> (64x64x8)\n",
    "    model.add(layers.Conv2D(8, kernel_size=(3,3), strides=2, input_shape=[128,128,1], padding=\"same\"))\n",
    "    model.add(layers.LeakyReLU(alpha=0.2))\n",
    "    model.add(layers.Dropout(0.25))\n",
    "    # Feature map 2: (64x64x8) --> (32x32x16)\n",
    "    model.add(layers.Conv2D(16, kernel_size=(3,3), strides=2, padding=\"same\"))\n",
    "    model.add(layers.BatchNormalization(momentum=0.8))\n",
    "    model.add(layers.LeakyReLU(alpha=0.2))\n",
    "    model.add(layers.Dropout(0.25))\n",
    "    # Feature map 3: (32x32x16) --> (16x16x32)\n",
    "    model.add(layers.Conv2D(32, kernel_size=(3,3), strides=2, padding=\"same\"))\n",
    "    model.add(layers.BatchNormalization(momentum=0.8))\n",
    "    model.add(layers.LeakyReLU(alpha=0.2))\n",
    "    model.add(layers.Dropout(0.25))\n",
    "    # Feature map 4: (16x16x32) --> (8x8x64)\n",
    "    model.add(layers.Conv2D(64, kernel_size=(3,3), strides=1, padding=\"same\"))\n",
    "    model.add(layers.BatchNormalization(momentum=0.8))\n",
    "    model.add(layers.LeakyReLU(alpha=0.2))\n",
    "    model.add(layers.Dropout(0.25))\n",
    "    model.add(layers.Flatten())\n",
    "    # Feature map 5: (8x8x64) --> 1 (either 1 (for real) or 0 (for fake))\n",
    "    model.add(layers.Dense(1,activation = 'sigmoid'))\n",
    "\n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define the Loss and Optimizers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Define the loss and optimizers\n",
    "# Loss fuction of GAN:\n",
    "cross_entropy = tf.keras.losses.BinaryCrossentropy(from_logits=True)\n",
    "def discriminator_loss(real_output, fake_output):\n",
    "    real_loss = cross_entropy(tf.ones_like(real_output), real_output)\n",
    "    fake_loss = cross_entropy(tf.zeros_like(fake_output), fake_output)\n",
    "    total_loss = real_loss + fake_loss\n",
    "    return total_loss\n",
    "def generator_loss(fake_output):\n",
    "    return cross_entropy(tf.ones_like(fake_output), fake_output)\n",
    "# Optimier of Generator and Discriminator (both \"Adam\")\n",
    "generator_optimizer = tf.keras.optimizers.Adam(0.0002,0.5)\n",
    "discriminator_optimizer = tf.keras.optimizers.Adam(0.0002,0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Instantiate the Generator and Descriminator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Instantiate generator and discriminator\n",
    "generator = make_generator_model()\n",
    "discriminator =  make_discriminator_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define number of epochs with seed to visualize training process\n",
    "EPOCHS = 1001\n",
    "noise_dim = 100\n",
    "num_examples_to_generate = 25\n",
    "# We will reuse this seed overtime to visualize progress in the animated GIF\n",
    "seed = tf.random.normal([num_examples_to_generate, noise_dim])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Define fuctions to train GAN\n",
    "# Notice the use of `tf.function`\n",
    "# This annotation causes the function to be \"compiled\".\n",
    "@tf.function\n",
    "def train_step(images):\n",
    "    # Noise (i.e., latent random variables) for fake images \n",
    "    noise = tf.random.normal([BATCH_SIZE, noise_dim])\n",
    "    # ------------------------------------------------\n",
    "    # 0. Compute of loss in generator and discriminator\n",
    "    # ------------------------------------------------\n",
    "    with tf.GradientTape() as gen_tape, tf.GradientTape() as disc_tape:\n",
    "        # generator random images\n",
    "        generated_images = generator(noise, training=True)\n",
    "        # output of discriminator when feeding real images\n",
    "        real_output = discriminator(images, training=True)\n",
    "        # output of discriminator when feeding fake images\n",
    "        fake_output = discriminator(generated_images, training=True)\n",
    "        # Compute both loss of generator and discriminator\n",
    "        gen_loss = generator_loss(fake_output)\n",
    "        disc_loss = discriminator_loss(real_output, fake_output)\n",
    "    # ------------------------------------------------\n",
    "    # 1. Update Generator\n",
    "    # ------------------------------------------------\n",
    "    gradients_of_generator = gen_tape.gradient(gen_loss, generator.trainable_variables)\n",
    "    generator_optimizer.apply_gradients(zip(gradients_of_generator, generator.trainable_variables))\n",
    "    # ------------------------------------------------\n",
    "    # 2. Update Discriminator\n",
    "    # ------------------------------------------------\n",
    "    gradients_of_discriminator = disc_tape.gradient(disc_loss, discriminator.trainable_variables)\n",
    "    discriminator_optimizer.apply_gradients(zip(gradients_of_discriminator, discriminator.trainable_variables))\n",
    "\n",
    "def train(dataset, epochs):\n",
    "    start = time.time() \n",
    "    for epoch in range(epochs):\n",
    "        # Train GAN on Batches\n",
    "        for image_batch in dataset:\n",
    "            train_step(image_batch)\n",
    "        # Save the model every 50 epochs\n",
    "        if (epoch) % 10 == 0:\n",
    "            save_model(generator, epoch)\n",
    "            save_imgs(generator, epoch, test_input = seed)\n",
    "            print ('Time for epoch {} is {} sec'.format(epoch + 1, time.time()-start))\n",
    "            start = time.time()\n",
    "\n",
    "# This is to save snapshot of images from generator\n",
    "def save_imgs(generator, epoch, test_input):\n",
    "    # r, c = row and columns of the subplot\n",
    "    r, c = 5, 5\n",
    "    noise = test_input\n",
    "    # Generate 25 new images with the given seed\n",
    "    gen_imgs = generator(noise, training=False)\n",
    "    fig, axs = plt.subplots(r, c)\n",
    "    cnt = 0\n",
    "    for i in range(r):\n",
    "        for j in range(c):\n",
    "            axs[i,j].imshow(gen_imgs[cnt, :,:,0], cmap='binary')\n",
    "            axs[i,j].axis('off')\n",
    "            cnt += 1\n",
    "    fig.savefig(\"Snapshots/MPS_epoch_%d.png\" % epoch)\n",
    "    plt.close()\n",
    "\n",
    "# This is to save the trained generators\n",
    "def save_model(generator, epoch):\n",
    "    generator.save('Trained Models/Generator_Epoch_%d.h5' % epoch)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time for epoch 1 is 6.261530876159668 sec\n",
      "Time for epoch 11 is 39.98067808151245 sec\n",
      "Time for epoch 21 is 39.98558473587036 sec\n",
      "Time for epoch 31 is 40.33029246330261 sec\n",
      "Time for epoch 41 is 39.84566617012024 sec\n",
      "Time for epoch 51 is 39.78424096107483 sec\n",
      "Time for epoch 61 is 39.99509572982788 sec\n",
      "Time for epoch 71 is 39.6694917678833 sec\n",
      "Time for epoch 81 is 39.68401741981506 sec\n",
      "Time for epoch 91 is 39.9065215587616 sec\n",
      "Time for epoch 101 is 39.622403621673584 sec\n",
      "Time for epoch 111 is 39.653952836990356 sec\n",
      "Time for epoch 121 is 39.62330913543701 sec\n",
      "Time for epoch 131 is 39.765353202819824 sec\n",
      "Time for epoch 141 is 39.56589126586914 sec\n",
      "Time for epoch 151 is 39.452107191085815 sec\n",
      "Time for epoch 161 is 38.716044425964355 sec\n",
      "Time for epoch 171 is 38.86017370223999 sec\n",
      "Time for epoch 181 is 39.08455801010132 sec\n",
      "Time for epoch 191 is 38.913243532180786 sec\n",
      "Time for epoch 201 is 38.872535705566406 sec\n",
      "Time for epoch 211 is 38.86044716835022 sec\n",
      "Time for epoch 221 is 38.970208168029785 sec\n",
      "Time for epoch 231 is 38.889909982681274 sec\n",
      "Time for epoch 241 is 39.0858211517334 sec\n",
      "Time for epoch 251 is 39.25915336608887 sec\n",
      "Time for epoch 261 is 38.86746573448181 sec\n",
      "Time for epoch 271 is 38.859769105911255 sec\n",
      "Time for epoch 281 is 38.507593393325806 sec\n",
      "Time for epoch 291 is 38.57415413856506 sec\n",
      "Time for epoch 301 is 38.58013939857483 sec\n",
      "Time for epoch 311 is 38.613532304763794 sec\n",
      "Time for epoch 321 is 38.63053631782532 sec\n",
      "Time for epoch 331 is 39.09565258026123 sec\n",
      "Time for epoch 341 is 38.845680952072144 sec\n",
      "Time for epoch 351 is 38.78388786315918 sec\n",
      "Time for epoch 361 is 38.71469068527222 sec\n",
      "Time for epoch 371 is 38.66766381263733 sec\n",
      "Time for epoch 381 is 38.7975549697876 sec\n",
      "Time for epoch 391 is 38.68233942985535 sec\n",
      "Time for epoch 401 is 39.195624351501465 sec\n",
      "Time for epoch 411 is 39.06556296348572 sec\n",
      "Time for epoch 421 is 39.21025371551514 sec\n",
      "Time for epoch 431 is 39.593788146972656 sec\n",
      "Time for epoch 441 is 39.268064737319946 sec\n",
      "Time for epoch 451 is 38.910314321517944 sec\n",
      "Time for epoch 461 is 39.064748764038086 sec\n",
      "Time for epoch 471 is 39.03663992881775 sec\n",
      "Time for epoch 481 is 39.173083782196045 sec\n",
      "Time for epoch 491 is 39.03046655654907 sec\n",
      "Time for epoch 501 is 39.214659690856934 sec\n",
      "Time for epoch 511 is 39.19685912132263 sec\n",
      "Time for epoch 521 is 39.65785002708435 sec\n",
      "Time for epoch 531 is 40.63831853866577 sec\n",
      "Time for epoch 541 is 40.94109869003296 sec\n",
      "Time for epoch 551 is 40.77787470817566 sec\n",
      "Time for epoch 561 is 41.64615821838379 sec\n",
      "Time for epoch 571 is 41.418508768081665 sec\n",
      "Time for epoch 581 is 41.19050884246826 sec\n",
      "Time for epoch 591 is 40.8788948059082 sec\n",
      "Time for epoch 601 is 40.99293088912964 sec\n",
      "Time for epoch 611 is 40.439114809036255 sec\n",
      "Time for epoch 621 is 40.76345777511597 sec\n",
      "Time for epoch 631 is 40.38963079452515 sec\n",
      "Time for epoch 641 is 40.36277103424072 sec\n",
      "Time for epoch 651 is 40.35595345497131 sec\n",
      "Time for epoch 661 is 40.60590410232544 sec\n",
      "Time for epoch 671 is 40.5973117351532 sec\n",
      "Time for epoch 681 is 40.43890833854675 sec\n",
      "Time for epoch 691 is 40.54321074485779 sec\n",
      "Time for epoch 701 is 40.48766016960144 sec\n",
      "Time for epoch 711 is 40.51642394065857 sec\n",
      "Time for epoch 721 is 41.51471185684204 sec\n",
      "Time for epoch 731 is 41.660194873809814 sec\n",
      "Time for epoch 741 is 41.90986180305481 sec\n",
      "Time for epoch 751 is 42.19797444343567 sec\n",
      "Time for epoch 761 is 42.226545095443726 sec\n",
      "Time for epoch 771 is 42.120933294296265 sec\n",
      "Time for epoch 781 is 42.277798891067505 sec\n",
      "Time for epoch 791 is 42.240153551101685 sec\n",
      "Time for epoch 801 is 41.99778151512146 sec\n",
      "Time for epoch 811 is 42.91113829612732 sec\n",
      "Time for epoch 821 is 41.77952599525452 sec\n",
      "Time for epoch 831 is 41.2300968170166 sec\n",
      "Time for epoch 841 is 41.68772768974304 sec\n",
      "Time for epoch 851 is 41.39263939857483 sec\n",
      "Time for epoch 861 is 41.831528186798096 sec\n",
      "Time for epoch 871 is 41.59946584701538 sec\n",
      "Time for epoch 881 is 41.71591758728027 sec\n",
      "Time for epoch 891 is 41.732837200164795 sec\n",
      "Time for epoch 901 is 40.93147015571594 sec\n",
      "Time for epoch 911 is 40.63286566734314 sec\n",
      "Time for epoch 921 is 41.73898482322693 sec\n",
      "Time for epoch 931 is 40.91767859458923 sec\n",
      "Time for epoch 941 is 40.60008430480957 sec\n",
      "Time for epoch 951 is 40.32208800315857 sec\n",
      "Time for epoch 961 is 40.477684020996094 sec\n",
      "Time for epoch 971 is 40.53085160255432 sec\n",
      "Time for epoch 981 is 40.87683176994324 sec\n",
      "Time for epoch 991 is 40.327439069747925 sec\n",
      "Time for epoch 1001 is 40.49146509170532 sec\n"
     ]
    }
   ],
   "source": [
    "# Train GAN\n",
    "train(train_dataset, EPOCHS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Step 2. Load the trainined GAN \n",
    "\n",
    "Now we load the trained generator and compare GAN realizations with MPS models. \n",
    "\n",
    "* First we will do visual inspection on both models depending on GAN's training process. \n",
    "\n",
    "* After that, we will use multi-dimensional scaling to visualize reservoir models in 2D space and analyze similarity between MPS and GAN realizations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.models import load_model # this is for loading NN models "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visual insepction\n",
    "plt.figure(figsize = (10,10))\n",
    "plt.subplot(3,3,1)\n",
    "plt.imshow(MPS_real[:,:,0], cmap='binary')\n",
    "plt.title('Realization # %d' %(0))\n",
    "plt.xlabel('X axis, 100 ft')\n",
    "plt.ylabel('Y axis, 100 ft')\n",
    "\n",
    "epochs = [0, 30, 50, 80, 100, 150, 200, 250, 1000]\n",
    "fixed_noise = np.random.normal(0,1,(1,100))\n",
    "for i in range(1,9):\n",
    "    plt.subplot(3,3,i+1)\n",
    "    Generator = load_model('Trained Models/Generator_Epoch_%d.h5' % epochs[i], compile = False)\n",
    "    GAN_realization = Generator.predict(fixed_noise).reshape(128,128)\n",
    "    plt.imshow(GAN_realization, cmap='binary')\n",
    "    plt.title('GAN realization - %d epochs ' %(epochs[i]))\n",
    "    plt.xlabel('X axis, 100 ft')\n",
    "    plt.ylabel('Y axis, 100 ft')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load Generator\n",
    "Generator = load_model('Trained Models/Generator_Epoch_1000.h5', compile = False)\n",
    "GAN_realization = Generator.predict(np.random.normal(0,1,(9,100))).reshape(9,128,128)\n",
    "\n",
    "plt.figure(figsize = (10,10))\n",
    "for i in range(9):\n",
    "    plt.subplot(3,3,i+1)\n",
    "    plt.imshow(GAN_realization[i, :,:], cmap='binary')\n",
    "    plt.title('GAN realization # %d' %(i))\n",
    "    plt.xlabel('X axis, 100 ft')\n",
    "    plt.ylabel('Y axis, 100 ft')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize similarity in 2D space (MDS)\n",
    "from sklearn.manifold import MDS\n",
    "mds = MDS(random_state=123)\n",
    "MPS_realizations = X_train.reshape(500,-1)[:100]\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "epochs = [0,50,80,150,250,1000]\n",
    "for i in range(6):\n",
    "    # Map to 2D space\n",
    "    Generator = load_model('Trained Models/Generator_Epoch_%d.h5' % epochs[i], compile = False)\n",
    "    GAN_realizations = Generator.predict(np.random.normal(0,1,(100,100))).reshape(100,-1)\n",
    "    mds_array = np.concatenate([MPS_realizations, GAN_realizations], axis = 0)\n",
    "    mds_2D = mds.fit_transform(mds_array)\n",
    "    \n",
    "    plt.subplot(2,3,i+1)\n",
    "    plt.plot(mds_2D[:100,0],mds_2D[:100,1],'o', alpha = 0.3, label = 'MPS realizations')\n",
    "    plt.plot(mds_2D[100:,0],mds_2D[100:,1],'o', alpha = 0.3, label = 'GAN realizations')\n",
    "    plt.title('GAN realizations - %d epochs ' %(epochs[i]))\n",
    "    plt.grid('on')\n",
    "    plt.xlabel('MDS 1')\n",
    "    plt.ylabel('MDS 2')\n",
    "    plt.legend()\n",
    "    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Benefits of using GAN for subsurface models\n",
    "\n",
    "1. We can represent realizations with the smaller number of numeric values (~100). **Dimensionality reduction**.\n",
    "2. ...which means we can now represent qualitative information (we had in training dataset) using quantitative values.\n",
    "3. As we can represent realizations with a numeric expression, we can easily apply optimization or history matching to GAN realization. \n",
    "4. GAN gaurantees that any new realizations conserve the major geological pattern we had in training dataset. **Navigation in manifold**.\n",
    "5. Flexibility of GAN enable expanding its application to any type of subsurface model (e.g., 3D, channel, lobe, detaic, etc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Comments\n",
    "\n",
    "The Texas Center for Geostatistics has many other demonstrations on the basics of working with DataFrames, ndarrays, univariate statistics, plotting data, declustering, data transformations, trend modeling and many other workflows available [here](https://github.com/GeostatsGuy/PythonNumericalDemos), along with a package for geostatistics in Python called [GeostatsPy](https://github.com/GeostatsGuy/GeostatsPy). \n",
    "  \n",
    "We hope this was helpful,\n",
    "\n",
    "*Michael* and *Honggeun*\n",
    "\n",
    "***\n",
    "\n",
    "#### More on Michael Pyrcz and the Texas Center for Data Analytics and Geostatistics:\n",
    "\n",
    "### Michael Pyrcz, Associate Professor, University of Texas at Austin \n",
    "*Novel Data Analytics, Geostatistics and Machine Learning Subsurface Solutions*\n",
    "\n",
    "With over 17 years of experience in subsurface consulting, research and development, Michael has returned to academia driven by his passion for teaching and enthusiasm for enhancing engineers' and geoscientists' impact in subsurface resource development. \n",
    "\n",
    "For more about Michael check out these links:\n",
    "\n",
    "#### [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n",
    "\n",
    "#### Want to Work Together?\n",
    "\n",
    "I hope this content is helpful to those that want to learn more about subsurface modeling, data analytics and machine learning. Students and working professionals are welcome to participate.\n",
    "\n",
    "* Want to invite me to visit your company for training, mentoring, project review, workflow design and / or consulting? I'd be happy to drop by and work with you! \n",
    "\n",
    "* Interested in partnering, supporting my graduate student research or my Subsurface Data Analytics and Machine Learning consortium (co-PIs including Profs. Foster, Torres-Verdin and van Oort)? My research combines data analytics, stochastic modeling and machine learning theory with practice to develop novel methods and workflows to add value. We are solving challenging subsurface problems!\n",
    "\n",
    "* I can be reached at mpyrcz@austin.utexas.edu.\n",
    "\n",
    "I'm always happy to discuss,\n",
    "\n",
    "*Michael*\n",
    "\n",
    "Michael Pyrcz, Ph.D., P.Eng. Associate Professor The Hildebrand Department of Petroleum and Geosystems Engineering, Bureau of Economic Geology, The Jackson School of Geosciences, The University of Texas at Austin\n",
    "\n",
    "#### More Resources Available at: [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### for any further comments or questions, please contact Dr. Pyrcz via mpyrcz@austin.utexas.edu"
   ]
  }
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